{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c9a07322",
   "metadata": {},
   "source": [
    "# 整理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e7addd00",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 目标 定位 规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "163fba67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'advViewFlag': False, 'requireEduLevel': '硕士', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg', 'chatted': False, 'imId': '6e436276cab8b5d6ef38cb0ce6f46cd7', 'imUserType': '2', 'recruiterName': '陆先生', 'recruiterTitle': '招聘负责人', 'recruiterId': '307251bc88addc9a54ad925b6794b753'}, 'comp': {'compId': 8634680, 'compLogo': '59521e0c703287e466cf3ed205a.jpg', 'compName': '广发基金', 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/8634680/', 'compIndustry': '基金/证券/期货'}, 'dataParams': '{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"userId\":\"307251bc88addc9a54ad925b6794b753\",\"imId\":\"6e436276cab8b5d6ef38cb0ce6f46cd7\",\"imUserType\":\"2\",\"jobId\":\"42931191\",\"recruiterName\":\"陆先生\"}'}, {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2252498849%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['电商产品经理 ', 'ERP产品经理', '跨境电商行业'], 'jobKind': '2', 'refreshTime': '20230519181844', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'jobId': '52498849', 'dq': '广州-白云区', 'title': 'ERP产品经理（跨境电商-双休）', 'salary': '12-25k·14薪', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1952498849.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'chatted': False, 'imId': 'bdaa35c35d2bd88c2f0021fc381f9c45', 'imUserType': '2', 'recruiterName': '陈女士', 'recruiterTitle': '', 'recruiterId': '4969702d8f077013db636c798f54e311'}, 'comp': {'compId': 9575786, 'compStage': '融资未公开', 'compLogo': '5b0e3c998e50f134ce5730b604a.jpg', 'compName': '广州盛为电子商务有限公司', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/9575786/', 'compIndustry': '互联网'}, 'dataParams': '{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"userId\":\"4969702d8f077013db636c798f54e311\",\"imId\":\"bdaa35c35d2bd88c2f0021fc381f9c45\",\"imUserType\":\"2\",\"jobId\":\"52498849\",\"recruiterName\":\"陈女士\"}'}, {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2256719319%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'jobKind': '2', 'refreshTime': '20230526121536', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'jobId': '56719319', 'dq': '广州-白云区', 'title': '区域产品经理/专员', 'salary': '12-20k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956719319.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg', 'chatted': False, 'imId': 'c4fe34c94b6193594036597854bcf58c', 'imUserType': '2', 'recruiterName': '奚先生', 'recruiterTitle': '', 'recruiterId': '6a38f9f262e1c6a84f66206ef8578fe5'}, 'comp': {'compId': 9876495, 'compStage': '科创板上市', 'compLogo': '5e0d63d829d83a675436d93a02u.png', 'compName': '上海睿昂基因科技股份有限公司', 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/9876495/', 'compIndustry': '医疗器械'}, 'dataParams': '{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"imId\":\"c4fe34c94b6193594036597854bcf58c\",\"imUserType\":\"2\",\"jobId\":\"56719319\",\"recruiterName\":\"奚先生\"}'}, {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2245369359%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['游戏'], 'jobKind': '1', 'refreshTime': '20230418144859', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'jobId': '45369359', 'dq': '广州-天河区', 'title': '高级项目管理PM（游戏研发）-正编', 'salary': '20-35k·16薪', 'link': 'https://www.liepin.com/a/45369359.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterPhoto': '5f8fa3a6f6d1ab58476f322808u.png', 'chatted': False, 'imId': '1c20306d18a25c500918cd9efff1e181', 'imUserType': '2', 'recruiterName': '谢先生', 'recruiterTitle': '猎头顾问', 'recruiterId': '4633a0e5f0ebbd2431439e30c70c5a48'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某大型互联网公司', 'compScale': '10000人以上', 'link': '', 'compIndustry': '互联网'}, 'dataParams': '{\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3a6f6d1ab58476f322808u.png\",\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"imId\":\"1c20306d18a25c500918cd9efff1e181\",\"imUserType\":\"2\",\"jobId\":\"45369359\",\"recruiterName\":\"谢先生\"}'}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'pageSize': 40, 'totalPage': 10, 'totalCounts': 804, 'currentPage': 1, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=cf1617b489506e1c05ec3579b9442ddd; __gc_id=a7c0ecf1d08840c1bb83a081931d2f79; __uuid=1680244880414.03; XSRF-TOKEN=fEFv1iDfRcCltzPJTltpHg; _ga=GA1.1.50669235.1682058801; __tlog=1682058865899.80%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680244882,1682058867; UniqueKey=40719fae50dd806441344312b1f2ca2b; liepin_login_valid=0; lt_auth=6O8MbyFQnVj57STf3GNb4akZht%2BgV2nL9HsP0RhRhdG6XKaw4P%2FmQgqGrbMA%2BioIqx59Ja8zMLb2N%2Bj7wHdJ60Ub%2FlGnlZ6utf6k0HsCUeZmJ8W2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E9%83%91%E7%A7%8B%E7%8F%8D; need_bind_tel=false; new_user=false; c_flag=e3ad47dc0137ea28d99d002eec8317a5; inited_user=cf1617b489506e1c05ec3579b9442ddd; imClientId=0a4a6b7509c526636c850e2750d0a23b; imId=0a4a6b7509c52663bbbf42f1dd8ed06d; imClientId_0=0a4a6b7509c526636c850e2750d0a23b; imId_0=0a4a6b7509c52663bbbf42f1dd8ed06d; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059598; fe_im_opened_pages=_1682059605554; fe_im_socketSequence_new_0=2_2_2; __session_seq=9; __uv_seq=9; _ga_54YTJKWN86=GS1.1.1682058801.1.1.1682059993.0.0.0; fe_im_connectJson_0=%7B%220_40719fae50dd806441344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ae807f07-ae9a-4226-9479-2429a553f954',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'fEFv1iDfRcCltzPJTltpHg'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e5c86eed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=38', 'h5OuterLink': '', 'refreshTime': '20221215115121', 'title': '工业物联网产品经理', 'salary': '20-30k', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/job/1946260943.shtml', 'pcOuterLink': '', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科'}, 'recruiter': {'imId': 'ed18424ca6160fb1062c1b1ee9c7454d', 'imUserType': '2', 'chatted': False, 'recruiterName': '秦女士', 'recruiterTitle': '行政', 'recruiterId': '033d21a5373abba68f2c0c170dd42c1f', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compName': '兰泰胜科技', 'compStage': 'A轮', 'compLogo': '5c790171509919c4f509e4d805u.png', 'compId': 9891343, 'link': 'https://www.liepin.com/company/9891343/', 'compScale': '50-99人'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2246260943%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"userId\":\"35d9bceedc1e1f9225bd35cdef5d8954\",\"imId\":\"e4eaef730a9c08f8bed9c63c695716f7\",\"imUserType\":\"2\",\"recruiterName\":\"钟女士\",\"jobKind\":\"1\",\"jobId\":\"45637811\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\"}', 'job': {'labels': ['SQL', '数据分析', '人工智能', 'python'], 'dq': '广州-番禺区', 'jobKind': '1', 'jobId': '45637811', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=39', 'refreshTime': '20230425174341', 'title': '产品经理', 'salary': '15-20k', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/a/45637811.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科及以上'}, 'recruiter': {'imId': 'e4eaef730a9c08f8bed9c63c695716f7', 'imUserType': '2', 'chatted': False, 'recruiterName': '钟女士', 'recruiterTitle': '猎头顾问', 'recruiterId': '35d9bceedc1e1f9225bd35cdef5d8954', 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png'}, 'comp': {'compIndustry': '互联网', 'compName': '某广州互联网公司', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': '', 'compScale': '1-49人'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2245637811%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 9, 'totalCounts': 804, 'totalPage': 10, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'totalCounts': 0, 'currentPage': 10, 'totalPage': 0, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-39-4bb4b1d21d99>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64638f6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b0578fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e82b956",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aad337d4",
   "metadata": {},
   "source": [
    "# 数据分析法\n",
    "> 1. value_counts()\n",
    "> 2.pyecahrts 进行数据课简单化\n",
    "* 本周：\n",
    "> 1. 字符串的处理(词云图)\n",
    "> 2. 整理某一列数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56952d78",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40d164c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08ab291c",
   "metadata": {},
   "outputs": [],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ace42c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "33b775d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"9353856a66674d589dea5ec5a34fcae4\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_9353856a66674d589dea5ec5a34fcae4 = echarts.init(\n",
       "                    document.getElementById('9353856a66674d589dea5ec5a34fcae4'), 'white', {renderer: 'canvas'});\n",
       "                var option_9353856a66674d589dea5ec5a34fcae4 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_9353856a66674d589dea5ec5a34fcae4.setOption(option_9353856a66674d589dea5ec5a34fcae4);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x26a1009ea00>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b24885d1",
   "metadata": {},
   "source": [
    "# job label 工作标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f5052026",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list([]), list(['to B', 'IT互联网', '产品设计', '交互设计', '用户研究', '产品规划']),\n",
       "       list(['大健康', '干细胞', '产品分析']),\n",
       "       list(['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']),\n",
       "       list([]), list(['硬件产品', '智能硬件', '硬件系统集成', '教育行业']),\n",
       "       list(['平板', '笔记本']), list([]),\n",
       "       list(['社交产品', '社交网络', '电子商务', '用户研究', '团队管理', 'Axure', '产品设计', '产品规划', '数据分析']),\n",
       "       list(['供应链产品', '工具产品', '电商产品', '平台产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '需求说明']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '产品优化', '用户研究', '产品规划']),\n",
       "       list([]),\n",
       "       list(['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']),\n",
       "       list(['需求分析', '产品设计', '产品优化', '数据分析', '中台产品', 'to B', '产品规划']),\n",
       "       list(['推荐产品', '后台产品', '需求调研', '市场调研', '用户研究', '产品设计', '数据分析', '流程设计']),\n",
       "       list(['供应链产品', '团队管理', '产品优化', '产品设计']), list(['产品设计', '数据产品']),\n",
       "       list(['IT互联网', '产品设计', '用户研究', '交互设计', '需求分析', '产品规划']),\n",
       "       list(['3C数码', '平板', '笔记本']), list([]), list(['交通行业', 'GIS']),\n",
       "       list([]),\n",
       "       list(['计算机软件', '产品规划', '竞品分析', '产品设计', '团队管理', '市场调研', '产品优化', '用户研究']),\n",
       "       list(['定价/竞价产品', '策略产品', '日化用品', '日用品', '产品规划', '团队管理', '产品优化']),\n",
       "       list(['安全产品', '信息安全', '计算机软件', '需求管理', 'Axure', '产品设计', '交互设计', 'Xmind', '团队管理']),\n",
       "       list(['跨境电商', '消费电子']), list(['社交产品', '社交网络', '电子商务', '团队管理']),\n",
       "       list(['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', '原型设计', 'Axure', '团队管理']),\n",
       "       list(['数据产品', '客户端产品', 'CRM产品', 'CRM系统', 'to C', '用户研究', '产品设计', '产品规划', '产品优化', '团队管理']),\n",
       "       list([]), list(['硬件产品', '硬件系统集成', '智能硬件', '需求分析']),\n",
       "       list(['数据产品', '社区/社交产品', '策略产品', 'IT互联网', 'VR/AR', '产品设计', '产品规划', '用户研究', '产品优化', '移动端产品']),\n",
       "       list(['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']),\n",
       "       list(['安全产品', '需求管理', '团队管理', '产品设计']), list(['产品开发']),\n",
       "       list(['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', '车载设备', '智能设备']),\n",
       "       list(['智慧城市']),\n",
       "       list(['交互云屏产品', 'MRD', 'PRD', '智能硬件产品', '硬件产品', '商显', '显示屏', '云屏整机产品', '电视机', '大屏']),\n",
       "       list(['IT互联网', '用户研究', '产品规划', '需求挖掘', '需求分析']),\n",
       "       list(['SQL', '数据分析', '人工智能', 'python'])], dtype=object)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "757b88f0",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "eval() arg 1 must be a string, bytes or code object",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-42-c0d13e7e3035>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mjob_labels_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mj\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.labels'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;31m# 先循环一次每一个摘出来，再循环一次\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mjob_labels_list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m   4136\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4137\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4138\u001b[1;33m                 \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4139\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4140\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-42-c0d13e7e3035>\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mjob_labels_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mj\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.labels'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;31m# 先循环一次每一个摘出来，再循环一次\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mjob_labels_list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: eval() arg 1 must be a string, bytes or code object"
     ]
    }
   ],
   "source": [
    "job_labels_list = [j for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).values.tolist() for j in i] # 先循环一次每一个摘出来，再循环一次\n",
    "job_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fbc317af",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'job_labels_list' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-44-a24e1eea4bcc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjob_labels_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'job_labels_list' is not defined"
     ]
    }
   ],
   "source": [
    "len(job_labels_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "db58e8c8",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'job_labels_list' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-45-bad64d440309>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# 统计每个label的个数\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mjob_labels_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'产品开发'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'job_labels_list' is not defined"
     ]
    }
   ],
   "source": [
    "# 统计每个label的个数\n",
    "job_labels_list.count('产品开发')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "692b96b7",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'job_labels_list' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-46-56e982b669bc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# 统计统计每个label的个数\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mjob_labels_words\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mjob_labels_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjob_labels_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mjob_labels_words\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'job_labels_list' is not defined"
     ]
    }
   ],
   "source": [
    "# 统计统计每个label的个数\n",
    "job_labels_words = [(i,job_labels_list.count(i)) for i in set(job_labels_list)]\n",
    "job_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "59a3c8b3",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'job_labels_words' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-47-8545b54a9c67>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m c = (\n\u001b[0;32m      6\u001b[0m     \u001b[0mWordCloud\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m     \u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mjob_labels_words\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mword_size_range\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mSymbolType\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDIAMOND\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m     \u001b[1;33m.\u001b[0m\u001b[0mset_global_opts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle_opts\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mopts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTitleOpts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"产品经理-liepin-labels\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m )\n",
      "\u001b[1;31mNameError\u001b[0m: name 'job_labels_words' is not defined"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\",job_labels_words, word_size_range=[20,100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"产品经理-liepin-labels\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da6c9ea5",
   "metadata": {},
   "source": [
    "# job .title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "97682415",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['OTC区域产品经理', '产品经理(J11093)', '产品经理', '产品经理（EHS，能用管理，碳排放）', '产品经理',\n",
       "       '产品经理', '产品经理，平板笔记本方向', '医药产品经理', '展业系统产品经理', '产品经理', 'AI产品经理',\n",
       "       '宠物（水族、小宠、爬宠、猫狗）产品经理', '穿戴甲产品经理', '高级产品经理', '产品经理', '产品经理（商品中心）',\n",
       "       '平台产品经理', '产品经理', '产品经理', '产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)',\n",
       "       '产品经理（智慧交通方向）', '产品经理（美妆护肤）', 'LIMS产品经理', '产品经理/主管（口腔产品）',\n",
       "       '安全产品经理', '高级产品经理', '电商产品经理', '产品经理（物联平台）', '产品经理（双休）', '产品经理-肿瘤',\n",
       "       '物联网产品经理', '高级产品经理', '产品经理', '产品经理-安全方向（广州）(J11694)', '日化产品经理',\n",
       "       '嵌入式硬件产品经理', '高级产品经理（智慧园区）', '硬件产品经理（云屏）', '工业物联网产品经理', '产品经理'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b0dd8372",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                   9\n",
       "高级产品经理                                 3\n",
       "LIMS产品经理                               1\n",
       "展业系统产品经理                               1\n",
       "安全产品经理                                 1\n",
       "产品经理-安全方向（广州）(J11694)                  1\n",
       "宠物（水族、小宠、爬宠、猫狗）产品经理                    1\n",
       "OTC区域产品经理                              1\n",
       "产品经理（智慧交通方向）                           1\n",
       "电商产品经理                                 1\n",
       "工业物联网产品经理                              1\n",
       "平台产品经理                                 1\n",
       "产品经理（EHS，能用管理，碳排放）                     1\n",
       "产品经理（物联平台）                             1\n",
       "产品经理-肿瘤                                1\n",
       "高级产品经理（智慧园区）                           1\n",
       "产品经理(J11093)                           1\n",
       "AI产品经理                                 1\n",
       "日化产品经理                                 1\n",
       "嵌入式硬件产品经理                              1\n",
       "产品经理（双休）                               1\n",
       "产品经理/主管（口腔产品）                          1\n",
       "穿戴甲产品经理                                1\n",
       "产品经理（美妆护肤）                             1\n",
       "硬件产品经理（云屏）                             1\n",
       "产品经理，平板笔记本方向                           1\n",
       "医药产品经理                                 1\n",
       "产品经理（商品中心）                             1\n",
       "产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)    1\n",
       "物联网产品经理                                1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1726f529",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                   11\n",
       "高级产品经理                  3\n",
       "LIMS产品经理                1\n",
       "日化产品经理                  1\n",
       "物联网产品经理                 1\n",
       "安全产品经理                  1\n",
       "宠物（水族、小宠、爬宠、猫狗）产品经理     1\n",
       "OTC区域产品经理               1\n",
       "产品经理（智慧交通方向）            1\n",
       "电商产品经理                  1\n",
       "工业物联网产品经理               1\n",
       "产品经理-安全方向（广州）           1\n",
       "产品经理（EHS，能用管理，碳排放）      1\n",
       "产品经理（物联平台）              1\n",
       "展业系统产品经理                1\n",
       "产品经理（商品中心）              1\n",
       "高级产品经理（智慧园区）            1\n",
       "AI产品经理                  1\n",
       "嵌入式硬件产品经理               1\n",
       "产品经理（双休）                1\n",
       "产品经理/主管（口腔产品）           1\n",
       "穿戴甲产品经理                 1\n",
       "产品经理（美妆护肤）              1\n",
       "硬件产品经理（云屏）              1\n",
       "产品经理-肿瘤                 1\n",
       "产品经理，平板笔记本方向            1\n",
       "平台产品经理                  1\n",
       "医药产品经理                  1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 清理数据\n",
    "job_title = df_PM_gz['job.title'].apply(lambda x:x.split('(')[0].split('(')[0]).value_counts()\n",
    "job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "80a01f77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['产品经理', '高级产品经理', 'LIMS产品经理', '日化产品经理', '物联网产品经理', '安全产品经理',\n",
       "       '宠物（水族、小宠、爬宠、猫狗）产品经理', 'OTC区域产品经理', '产品经理（智慧交通方向）', '电商产品经理',\n",
       "       '工业物联网产品经理', '产品经理-安全方向（广州）', '产品经理（EHS，能用管理，碳排放）', '产品经理（物联平台）',\n",
       "       '展业系统产品经理', '产品经理（商品中心）', '高级产品经理（智慧园区）', 'AI产品经理', '嵌入式硬件产品经理',\n",
       "       '产品经理（双休）', '产品经理/主管（口腔产品）', '穿戴甲产品经理', '产品经理（美妆护肤）', '硬件产品经理（云屏）',\n",
       "       '产品经理-肿瘤', '产品经理，平板笔记本方向', '平台产品经理', '医药产品经理'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "34b1cc6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([11,  3,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,\n",
       "        1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1], dtype=int64)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "490845d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理', 11),\n",
       " ('高级产品经理', 3),\n",
       " ('LIMS产品经理', 1),\n",
       " ('日化产品经理', 1),\n",
       " ('物联网产品经理', 1),\n",
       " ('安全产品经理', 1),\n",
       " ('宠物（水族、小宠、爬宠、猫狗）产品经理', 1),\n",
       " ('OTC区域产品经理', 1),\n",
       " ('产品经理（智慧交通方向）', 1),\n",
       " ('电商产品经理', 1),\n",
       " ('工业物联网产品经理', 1),\n",
       " ('产品经理-安全方向（广州）', 1),\n",
       " ('产品经理（EHS，能用管理，碳排放）', 1),\n",
       " ('产品经理（物联平台）', 1),\n",
       " ('展业系统产品经理', 1),\n",
       " ('产品经理（商品中心）', 1),\n",
       " ('高级产品经理（智慧园区）', 1),\n",
       " ('AI产品经理', 1),\n",
       " ('嵌入式硬件产品经理', 1),\n",
       " ('产品经理（双休）', 1),\n",
       " ('产品经理/主管（口腔产品）', 1),\n",
       " ('穿戴甲产品经理', 1),\n",
       " ('产品经理（美妆护肤）', 1),\n",
       " ('硬件产品经理（云屏）', 1),\n",
       " ('产品经理-肿瘤', 1),\n",
       " ('产品经理，平板笔记本方向', 1),\n",
       " ('平台产品经理', 1),\n",
       " ('医药产品经理', 1)]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title_words = [(job_title.index[i], job_title.values[i])for i in range(len(job_title.index))]\n",
    "job_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "34d9dc2d",
   "metadata": {},
   "outputs": [
    {
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff0c\\u5e73\\u677f\\u7b14\\u8bb0\\u672c\\u65b9\\u5411\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(157,48,36)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(136,124,59)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u836f\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(74,99,144)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u4ea7\\u54c1\\u7ecf\\u7406-liepin-title\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_a701dbe33ce14a7991293ed3974469df.setOption(option_a701dbe33ce14a7991293ed3974469df);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x26a10442820>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\",job_title_words, word_size_range=[20,100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"产品经理-liepin-title\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efeebf99",
   "metadata": {},
   "source": [
    "# job.requireEduLevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a63c8249",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       15\n",
       "统招本科     13\n",
       "大专        4\n",
       "学历不限      3\n",
       "本科及以上     3\n",
       "大专及以上     2\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ed0d4a4",
   "metadata": {},
   "source": [
    "## 分组运算\n",
    "* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e8c5b2f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>comp.compName</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">大专</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">大专及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">学历不限</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">本科及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">统招本科</th>\n",
       "      <th></th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    comp.compName\n",
       "job.requireEduLevel comp.compScale               \n",
       "大专                  1-49人                       1\n",
       "                    100-499人                    1\n",
       "                    50-99人                      1\n",
       "                    500-999人                    1\n",
       "大专及以上               1-49人                       1\n",
       "                    10000人以上                    1\n",
       "学历不限                1-49人                       2\n",
       "                    100-499人                    1\n",
       "本科                  1-49人                       2\n",
       "                    100-499人                    5\n",
       "                    1000-2000人                  1\n",
       "                    2000-5000人                  1\n",
       "                    50-99人                      2\n",
       "                    500-999人                    3\n",
       "                    5000-10000人                 1\n",
       "本科及以上               1-49人                       1\n",
       "                    100-499人                    1\n",
       "                    10000人以上                    1\n",
       "统招本科                                            1\n",
       "                    100-499人                    1\n",
       "                    10000人以上                    2\n",
       "                    2000-5000人                  2\n",
       "                    50-99人                      2\n",
       "                    500-999人                    4\n",
       "                    5000-10000人                 1"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历分组 = df_PM_gz.groupby(['job.requireEduLevel','comp.compScale']).agg({'comp.compName':'count'})\n",
    "学历分组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "ad5a2fb0",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-59-b9eb4b39205e>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-59-b9eb4b39205e>\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    .rename(colume={'job.requireEduLevel':'学历'，'comp.compScale':'规模'，'comp.compName':'人数'})\\\u001b[0m\n\u001b[1;37m                                                                       ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "本科 = 学历分组.reset_index()\\\n",
    "        .rename(colume={'job.requireEduLevel':'学历'，'comp.compScale':'规模'，'comp.compName':'人数'})\\\n",
    "        .query('学历 == ’本科')\n",
    "本科"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e478979",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec093b9f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "023a1385",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       94\n",
       "500-999人       65\n",
       "5000-10000人    61\n",
       "2000-5000人     60\n",
       "10000人以上       44\n",
       "50-99人         26\n",
       "1000-2000人     25\n",
       "1-49人          19\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0576e35",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "bb728b18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SHEIN           15\n",
       "某知名公司           11\n",
       "某广州IT服务公司        8\n",
       "广发证券             7\n",
       "某广州大型计算机软件公司     7\n",
       "                ..\n",
       "某广州大型新能源公司       1\n",
       "某广州家具家电上市公司      1\n",
       "某化妆品企业           1\n",
       "白驹科技             1\n",
       "三七互娱             1\n",
       "Name: comp.compName, Length: 249, dtype: int64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a44b99ab",
   "metadata": {},
   "source": [
    "# 练习\n",
    "* 招聘网站（不限）\n",
    "> 1.找到API数据的接口，请求到指定区域、职位的数据\n",
    "> 2.发送请求，请求到指定区域、职位的数据\n",
    "> 3.下载数据，存放到exel中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "3e7b732f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可计算数据(薪资计算)\n",
    "# 关于列名的重命名\n",
    "# df.rename(columns=(name:newname))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "db1b440d",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "rename() got an unexpected keyword argument 'colimns'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-70-cb30bfdab835>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# 重命名\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m df_PM_gz.rename(colimns={\n\u001b[0m\u001b[0;32m      3\u001b[0m                 \u001b[1;34m'job.labels'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'职位标签'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m                 \u001b[1;34m'job.refreshTime'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'更新时间'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m                 \u001b[1;34m'job.title'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'职位'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    310\u001b[0m         \u001b[1;33m@\u001b[0m\u001b[0mwraps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    311\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mCallable\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m...\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 312\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    313\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    314\u001b[0m         \u001b[0mkind\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minspect\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mParameter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPOSITIONAL_OR_KEYWORD\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: rename() got an unexpected keyword argument 'colimns'"
     ]
    }
   ],
   "source": [
    "# 重命名\n",
    "df_PM_gz.rename(colimns={\n",
    "                'job.labels':'职位标签',\n",
    "                'job.refreshTime':'更新时间',\n",
    "                'job.title':'职位',\n",
    "                'job.salary':'薪资',\n",
    "                'job.dq':'地区',\n",
    "                'job.topJob':'Top工作',\n",
    "                'job.requoreWorkYears':'工作年限',\n",
    "                'job.requireEsuLevel':'学历',\n",
    "                'comp.compStage':'融资情况',\n",
    "                'comp.compName':'公司名称',\n",
    "                'comp.compIndustry':'行业',\n",
    "                'comp.compScale':'规模'\n",
    "    \n",
    "    \n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "98249440",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-71-b413d0722c13>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-71-b413d0722c13>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    非薪资面议_df = df_PM_gz['薪资'].apply(lambda x:x。split('薪')[0].split('.')).values\u001b[0m\n\u001b[1;37m                                                   ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "非薪资面议_df = df_PM_gz['薪资'].apply(lambda x:x。split('薪')[0].split('.')).values.tolist()\n",
    "非薪资面议_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "03fbc426",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name '非薪资面议_list' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-73-87f97148ca54>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m非薪资面议_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name '非薪资面议_list' is not defined"
     ]
    }
   ],
   "source": [
    "len(非薪资面议_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "24f28f95",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "unexpected character after line continuation character (<ipython-input-74-a316bc4a43c7>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-74-a316bc4a43c7>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    [i[0] if len(i)==1 \\ # 第一种情况，12薪\u001b[0m\n\u001b[1;37m                                    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected character after line continuation character\n"
     ]
    }
   ],
   "source": [
    "[ (i[0][:-1].split('-')[0])+ int(i[0][:-1]) if len(i)==1 \\ # 第一种情况，12薪\n",
    "else （i[0],i[1] \\\n",
    " for i in 非薪资面议_list]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ad3103c",
   "metadata": {},
   "source": [
    "# 分地区看产品经理岗位 平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "b2f5ffb1",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-77-fcd0a92fc5ff>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-77-fcd0a92fc5ff>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    非薪资面议_df.groupby('地区').agg({'平均薪资'：\"mean\"})\u001b[0m\n\u001b[1;37m                                      ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "非薪资面议_df.groupby('地区').agg({'平均薪资'：\"mean\"}).reset_index().query('地区 ！=\"广州\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d20aea6",
   "metadata": {},
   "source": [
    "# 分学历 看产品经理岗位 平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2be7fb57",
   "metadata": {},
   "outputs": [],
   "source": [
    "非薪资面议_df.groupby('地区').agg({'平均薪资'：\"mean\"}).reset_index().query('地区 ！=\"广州\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "695e88fe",
   "metadata": {},
   "source": [
    "# "
   ]
  }
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